Starting your machine learning projects by introducing a simple baseline model is not just a preliminary step. It is a strategy. A strategy that aligns with Agile methodologies promoting efficiency, effectiveness, and adaptability. It helps to establish benchmarks, maximize value while minimizing waste, provides a simple explanation of the logic behind the model, and allows incremental testing and validation.